Scope Reviews — Discover what people think of this product.

Scope reveals the hidden journeys of AI agents that already research, evaluate, and implement products on behalf of your buyers—but never appear in traditional analytics.

By connecting traffic from your docs, APIs, and MCP servers, Scope reconstructs every agent session into a clear, revenue-focused funnel. You see which agents found you, what task they were given in the user’s own words, and exactly where their journey broke—from missing API keys guidance to failing test payments.

Use Scope to:

• Attribute AI agent arrivals from sources like llms.txt, sitemap.xml, search results, and in-product doc search
• Cluster natural-language tasks into intents such as subscriptions, checkout, and refunds, with conversion rates to first payment
• Rank drop-offs by revenue impact, so you fix the wrong auth header or broken markdown reader that silently kills hundreds of sessions
• Track funnels by agent type, including Cursor, Claude Code, Codex, and unnamed agents, from discovery through second payment

With Scope, product-led teams finally see how AI agents experience their documentation and APIs, prioritize fixes that unlock blocked revenue, and turn invisible automation traffic into measurable, repeatable growth.